Surgical tool presence detection on Cholec80
93.7mAPLemonFM
Evaluation Results
| Method | Links | |
|---|---|---|
| LemonFMType=F, Fine-tuning Protocol=Full, Labeled Training Data Percentage=100%2025.03 | 93.7 | |
| LemonFMType=F, Fine-tuning Protocol=Full, Labeled Training Data Percentage=50%2025.03 | 91.5 | |
| Endo-FMType=F, Fine-tuning Protocol=Full2025.03 | 88.4 | |
| SurgeNetXLType=F, Fine-tuning Protocol=Full2025.03 | 86.5 | |
| EndoViTType=F, Fine-tuning Protocol=Full2025.03 | 83.9 | |
| VideoMAEv2Type=F, Fine-tuning Protocol=Full2025.03 | 80.5 | |
| LemonFMPretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 76.8 | |
| MAEType=F, Fine-tuning Protocol=Full2025.03 | 72.3 | |
| SurgeNetXLPretraining data=SurgeNetXL, Evaluation protocol=linear probing2025.03 | 72.1 | |
| Endo-FMPretraining data=Private data, Evaluation protocol=linear probing2025.03 | 50 | |
| VideoMAEv2Pretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 39.6 | |
| EndoViTPretraining data=Merged public data, Evaluation protocol=linear probing2025.03 | 34.7 | |
| GSViTType=F, Fine-tuning Protocol=Full2025.03 | 34.3 | |
| MAEPretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 30.6 | |
| GSViTPretraining data=GenSurgery, Evaluation protocol=linear probing2025.03 | 18.2 |